Proceedings of the 2023 5th International Conference on Civil Engineering, Environment Resources and Energy Materials (CCESEM 2023)

Dual-objective optimization for cost and carbon emissions of green residential buildings based on SVM-NSGA-II coupling

Authors
Bing Xu1, Meng Zhao1, *
1School of Civil Engineering, North China University of Technology, Beijing, China
*Corresponding author. Email: 805967446@qq.com
Corresponding Author
Meng Zhao
Available Online 14 December 2023.
DOI
10.2991/978-94-6463-316-0_21How to use a DOI?
Keywords
Green residential; cost; carbon emissions; optimization research
Abstract

In order to further reduce the life cycle cost and carbon emissions of green residential buildings, this paper proposes a dual-objective optimization framework based on the coupling of Support Vector Machine (SVM) and Non-dominated Sorting Genetic Algorithm II (NSGA-II). The framework simulates the design process and calculates the corresponding life cycle cost and carbon emissions from a design perspective. By using the SVM-NSGA-II algorithm, optimal solutions for green residential building designs are obtained. This approach is then applied to a green building project in Beijing, aiming to achieve a win-win situation in terms of economic and environmental benefits.

Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2023 5th International Conference on Civil Engineering, Environment Resources and Energy Materials (CCESEM 2023)
Series
Advances in Engineering Research
Publication Date
14 December 2023
ISBN
10.2991/978-94-6463-316-0_21
ISSN
2352-5401
DOI
10.2991/978-94-6463-316-0_21How to use a DOI?
Copyright
© 2023 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

TY  - CONF
AU  - Bing Xu
AU  - Meng Zhao
PY  - 2023
DA  - 2023/12/14
TI  - Dual-objective optimization for cost and carbon emissions of green residential buildings based on SVM-NSGA-II coupling
BT  - Proceedings of the 2023 5th International Conference on Civil Engineering, Environment Resources and Energy Materials (CCESEM 2023)
PB  - Atlantis Press
SP  - 180
EP  - 187
SN  - 2352-5401
UR  - https://doi.org/10.2991/978-94-6463-316-0_21
DO  - 10.2991/978-94-6463-316-0_21
ID  - Xu2023
ER  -